Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 50 |
| Missing cells | 6 |
| Missing cells (%) | 0.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.8 KiB |
| Average record size in memory | 138.6 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 3 |
August is highly overall correlated with Total_sales | High correlation |
May is highly overall correlated with Total_sales | High correlation |
November is highly overall correlated with Total_sales | High correlation |
Price is highly overall correlated with Product Name | High correlation |
Product Name is highly overall correlated with Price | High correlation |
Total_sales is highly overall correlated with August and 2 other fields | High correlation |
March has 1 (2.0%) missing values | Missing |
April has 1 (2.0%) missing values | Missing |
August has 1 (2.0%) missing values | Missing |
Total_sales has 3 (6.0%) missing values | Missing |
ID is uniformly distributed | Uniform |
Product Name is uniformly distributed | Uniform |
ID has unique values | Unique |
September has unique values | Unique |
Reproduction
| Analysis started | 2024-02-19 17:53:47.972454 |
|---|---|
| Analysis finished | 2024-02-19 17:54:19.231644 |
| Duration | 31.26 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
ID
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.5 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.45 |
| Q1 | 13.25 |
| median | 25.5 |
| Q3 | 37.75 |
| 95-th percentile | 47.55 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 24.5 |
Descriptive statistics
| Standard deviation | 14.57738 |
|---|---|
| Coefficient of variation (CV) | 0.57166195 |
| Kurtosis | -1.2 |
| Mean | 25.5 |
| Median Absolute Deviation (MAD) | 12.5 |
| Skewness | 0 |
| Sum | 1275 |
| Variance | 212.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 2.0% |
| 38 | 1 | 2.0% |
| 28 | 1 | 2.0% |
| 29 | 1 | 2.0% |
| 30 | 1 | 2.0% |
| 31 | 1 | 2.0% |
| 32 | 1 | 2.0% |
| 33 | 1 | 2.0% |
| 34 | 1 | 2.0% |
| 35 | 1 | 2.0% |
| Other values (40) | 40 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 50 | 1 | |
| 49 | 1 | |
| 48 | 1 | |
| 47 | 1 | |
| 46 | 1 | |
| 45 | 1 | |
| 44 | 1 | |
| 43 | 1 | |
| 42 | 1 | |
| 41 | 1 |
Last,First
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | 22.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 532.0 B |
| Brennan, Micheal | |
|---|---|
| Albertson, Kathy | |
| Allenson, Carol | |
| Altman, Zoey | |
| Bittiman, William | |
| Other values (6) |
Length
| Max length | 19 |
|---|---|
| Median length | 16.5 |
| Mean length | 15 |
| Min length | 11 |
Characters and Unicode
| Total characters | 750 |
|---|---|
| Distinct characters | 34 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Albertson, Kathy |
|---|---|
| 2nd row | Allenson, Carol |
| 3rd row | Altman, Zoey |
| 4th row | Bittiman, William |
| 5th row | Brennan, Micheal |
Common Values
| Value | Count | Frequency (%) |
| Brennan, Micheal | 7 | |
| Albertson, Kathy | 6 | |
| Allenson, Carol | 5 | |
| Altman, Zoey | 5 | |
| Bittiman, William | 5 | |
| David, Chloe | 5 | |
| Flores, Tia | 4 | |
| Jameson, Robinson | 4 | |
| Ferguson, Elizabeth | 3 | |
| Davis, William | 3 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| william | 8 | 8.0% |
| brennan | 7 | 7.0% |
| micheal | 7 | 7.0% |
| albertson | 6 | 6.0% |
| kathy | 6 | 6.0% |
| elizabeth | 6 | 6.0% |
| bittiman | 5 | 5.0% |
| chloe | 5 | 5.0% |
| david | 5 | 5.0% |
| zoey | 5 | 5.0% |
| Other values (10) | 40 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 65 | 8.7% |
| a | 65 | 8.7% |
| l | 64 | 8.5% |
| i | 55 | 7.3% |
| e | 52 | 6.9% |
| , | 50 | 6.7% |
| 50 | 6.7% | |
| o | 48 | 6.4% |
| t | 36 | 4.8% |
| s | 32 | 4.3% |
| Other values (24) | 233 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 550 | |
| Uppercase Letter | 100 | 13.3% |
| Other Punctuation | 50 | 6.7% |
| Space Separator | 50 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 65 | |
| a | 65 | |
| l | 64 | |
| i | 55 | |
| e | 52 | |
| o | 48 | |
| t | 36 | |
| s | 32 | 5.8% |
| r | 25 | 4.5% |
| h | 24 | 4.4% |
| Other values (9) | 84 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 16 | |
| C | 13 | |
| B | 12 | |
| W | 8 | |
| D | 8 | |
| F | 7 | |
| M | 7 | |
| E | 6 | 6.0% |
| K | 6 | 6.0% |
| Z | 5 | 5.0% |
| Other values (3) | 12 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 50 |
Space Separator
| Value | Count | Frequency (%) |
| 50 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 650 | |
| Common | 100 | 13.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 65 | 10.0% |
| a | 65 | 10.0% |
| l | 64 | 9.8% |
| i | 55 | 8.5% |
| e | 52 | 8.0% |
| o | 48 | 7.4% |
| t | 36 | 5.5% |
| s | 32 | 4.9% |
| r | 25 | 3.8% |
| h | 24 | 3.7% |
| Other values (22) | 184 |
Common
| Value | Count | Frequency (%) |
| , | 50 | |
| 50 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 750 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 65 | 8.7% |
| a | 65 | 8.7% |
| l | 64 | 8.5% |
| i | 55 | 7.3% |
| e | 52 | 6.9% |
| , | 50 | 6.7% |
| 50 | 6.7% | |
| o | 48 | 6.4% |
| t | 36 | 4.8% |
| s | 32 | 4.3% |
| Other values (24) | 233 |
Product Name
Categorical
HIGH CORRELATION UNIFORM
| Distinct | 5 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 532.0 B |
| Laptop | |
|---|---|
| Camera | |
| Computer | |
| Mobile | |
| Calculator |
Length
| Max length | 10 |
|---|---|
| Median length | 6 |
| Mean length | 7.2 |
| Min length | 6 |
Characters and Unicode
| Total characters | 360 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Laptop |
|---|---|
| 2nd row | Camera |
| 3rd row | Computer |
| 4th row | Mobile |
| 5th row | Calculator |
Common Values
| Value | Count | Frequency (%) |
| Laptop | 10 | |
| Camera | 10 | |
| Computer | 10 | |
| Mobile | 10 | |
| Calculator | 10 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| laptop | 10 | |
| camera | 10 | |
| computer | 10 | |
| mobile | 10 | |
| calculator | 10 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 50 | |
| o | 40 | |
| p | 30 | |
| t | 30 | |
| C | 30 | |
| e | 30 | |
| r | 30 | |
| l | 30 | |
| m | 20 | 5.6% |
| u | 20 | 5.6% |
| Other values (5) | 50 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 310 | |
| Uppercase Letter | 50 | 13.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 50 | |
| o | 40 | |
| p | 30 | |
| t | 30 | |
| e | 30 | |
| r | 30 | |
| l | 30 | |
| m | 20 | 6.5% |
| u | 20 | 6.5% |
| b | 10 | 3.2% |
| Other values (2) | 20 | 6.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 30 | |
| L | 10 | 20.0% |
| M | 10 | 20.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 360 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 50 | |
| o | 40 | |
| p | 30 | |
| t | 30 | |
| C | 30 | |
| e | 30 | |
| r | 30 | |
| l | 30 | |
| m | 20 | 5.6% |
| u | 20 | 5.6% |
| Other values (5) | 50 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 360 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 50 | |
| o | 40 | |
| p | 30 | |
| t | 30 | |
| C | 30 | |
| e | 30 | |
| r | 30 | |
| l | 30 | |
| m | 20 | 5.6% |
| u | 20 | 5.6% |
| Other values (5) | 50 |
Price
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 532.0 B |
| aed3000 | |
|---|---|
| aed2000 | |
| aed1000 | |
| aed500 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.8 |
| Min length | 6 |
Characters and Unicode
| Total characters | 340 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | aed2000 |
|---|---|
| 2nd row | aed3000 |
| 3rd row | aed3000 |
| 4th row | aed1000 |
| 5th row | aed500 |
Common Values
| Value | Count | Frequency (%) |
| aed3000 | 20 | |
| aed2000 | 10 | |
| aed1000 | 10 | |
| aed500 | 10 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| aed3000 | 20 | |
| aed2000 | 10 | |
| aed1000 | 10 | |
| aed500 | 10 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 140 | |
| a | 50 | 14.7% |
| e | 50 | 14.7% |
| d | 50 | 14.7% |
| 3 | 20 | 5.9% |
| 2 | 10 | 2.9% |
| 1 | 10 | 2.9% |
| 5 | 10 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 190 | |
| Lowercase Letter | 150 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 140 | |
| 3 | 20 | 10.5% |
| 2 | 10 | 5.3% |
| 1 | 10 | 5.3% |
| 5 | 10 | 5.3% |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 50 | |
| e | 50 | |
| d | 50 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 190 | |
| Latin | 150 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 140 | |
| 3 | 20 | 10.5% |
| 2 | 10 | 5.3% |
| 1 | 10 | 5.3% |
| 5 | 10 | 5.3% |
Latin
| Value | Count | Frequency (%) |
| a | 50 | |
| e | 50 | |
| d | 50 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 340 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 140 | |
| a | 50 | 14.7% |
| e | 50 | 14.7% |
| d | 50 | 14.7% |
| 3 | 20 | 5.9% |
| 2 | 10 | 2.9% |
| 1 | 10 | 2.9% |
| 5 | 10 | 2.9% |
January
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | 88.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6018 |
| Minimum | 1600 |
|---|---|
| Maximum | 16000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 1600 |
|---|---|
| 5-th percentile | 1790 |
| Q1 | 3892.25 |
| median | 5850 |
| Q3 | 8563 |
| 95-th percentile | 9736.15 |
| Maximum | 16000 |
| Range | 14400 |
| Interquartile range (IQR) | 4670.75 |
Descriptive statistics
| Standard deviation | 2976.5299 |
|---|---|
| Coefficient of variation (CV) | 0.4946045 |
| Kurtosis | 0.91930844 |
| Mean | 6018 |
| Median Absolute Deviation (MAD) | 2248 |
| Skewness | 0.5993054 |
| Sum | 300900 |
| Variance | 8859730 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 4300 | 2 | 4.0% |
| 1600 | 2 | 4.0% |
| 6000 | 2 | 4.0% |
| 8563 | 2 | 4.0% |
| 2354 | 2 | 4.0% |
| 1900 | 2 | 4.0% |
| 3799 | 1 | 2.0% |
| 9787 | 1 | 2.0% |
| 6379 | 1 | 2.0% |
| 5745 | 1 | 2.0% |
| Other values (34) | 34 |
| Value | Count | Frequency (%) |
| 1600 | 2 | |
| 1700 | 1 | |
| 1900 | 2 | |
| 2354 | 2 | |
| 2355 | 1 | |
| 2563 | 1 | |
| 2578 | 1 | |
| 3654 | 1 | |
| 3799 | 1 | |
| 3890 | 1 |
| Value | Count | Frequency (%) |
| 16000 | 1 | |
| 10000 | 1 | |
| 9787 | 1 | |
| 9674 | 1 | |
| 9500 | 1 | |
| 9300 | 1 | |
| 9077 | 1 | |
| 9050 | 1 | |
| 8900 | 1 | |
| 8657 | 1 |
February
Real number (ℝ)
| Distinct | 46 |
|---|---|
| Distinct (%) | 92.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5867.16 |
| Minimum | 300 |
|---|---|
| Maximum | 15389 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 300 |
|---|---|
| 5-th percentile | 1484.25 |
| Q1 | 4065 |
| median | 5755 |
| Q3 | 7533.25 |
| 95-th percentile | 9858.65 |
| Maximum | 15389 |
| Range | 15089 |
| Interquartile range (IQR) | 3468.25 |
Descriptive statistics
| Standard deviation | 2813.9149 |
|---|---|
| Coefficient of variation (CV) | 0.47960426 |
| Kurtosis | 1.5045395 |
| Mean | 5867.16 |
| Median Absolute Deviation (MAD) | 1777.5 |
| Skewness | 0.5655002 |
| Sum | 293358 |
| Variance | 7918117.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 5479 | 2 | 4.0% |
| 3500 | 2 | 4.0% |
| 6020 | 2 | 4.0% |
| 7534 | 2 | 4.0% |
| 6153 | 1 | 2.0% |
| 1784 | 1 | 2.0% |
| 5000 | 1 | 2.0% |
| 4200 | 1 | 2.0% |
| 8674 | 1 | 2.0% |
| 4577 | 1 | 2.0% |
| Other values (36) | 36 |
| Value | Count | Frequency (%) |
| 300 | 1 | |
| 600 | 1 | |
| 1239 | 1 | |
| 1784 | 1 | |
| 2319 | 1 | |
| 2352 | 1 | |
| 3092 | 1 | |
| 3435 | 1 | |
| 3465 | 1 | |
| 3500 | 2 |
| Value | Count | Frequency (%) |
| 15389 | 1 | |
| 10600 | 1 | |
| 9878 | 1 | |
| 9835 | 1 | |
| 9639 | 1 | |
| 9018 | 1 | |
| 8674 | 1 | |
| 8533 | 1 | |
| 8192 | 1 | |
| 7967 | 1 |
March
Real number (ℝ)
MISSING
| Distinct | 49 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5402.2857 |
| Minimum | 1632 |
|---|---|
| Maximum | 13531 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 1632 |
|---|---|
| 5-th percentile | 2055.2 |
| Q1 | 3400 |
| median | 4685 |
| Q3 | 6754 |
| 95-th percentile | 9801 |
| Maximum | 13531 |
| Range | 11899 |
| Interquartile range (IQR) | 3354 |
Descriptive statistics
| Standard deviation | 2680.7269 |
|---|---|
| Coefficient of variation (CV) | 0.49622087 |
| Kurtosis | 0.29966143 |
| Mean | 5402.2857 |
| Median Absolute Deviation (MAD) | 1830 |
| Skewness | 0.77344572 |
| Sum | 264712 |
| Variance | 7186296.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 3400 | 1 | 2.0% |
| 2342 | 1 | 2.0% |
| 6413 | 1 | 2.0% |
| 4831 | 1 | 2.0% |
| 8353 | 1 | 2.0% |
| 5854 | 1 | 2.0% |
| 3257 | 1 | 2.0% |
| 4535 | 1 | 2.0% |
| 2345 | 1 | 2.0% |
| 2344 | 1 | 2.0% |
| Other values (39) | 39 |
| Value | Count | Frequency (%) |
| 1632 | 1 | |
| 1685 | 1 | |
| 1864 | 1 | |
| 2342 | 1 | |
| 2344 | 1 | |
| 2345 | 1 | |
| 2347 | 1 | |
| 2477 | 1 | |
| 2648 | 1 | |
| 2937 | 1 |
| Value | Count | Frequency (%) |
| 13531 | 1 | |
| 9879 | 1 | |
| 9845 | 1 | |
| 9735 | 1 | |
| 9676 | 1 | |
| 9347 | 1 | |
| 8732 | 1 | |
| 8616 | 1 | |
| 8353 | 1 | |
| 7657 | 1 |
April
Real number (ℝ)
MISSING
| Distinct | 39 |
|---|---|
| Distinct (%) | 79.6% |
| Missing | 1 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1536.6122 |
| Minimum | 1006 |
|---|---|
| Maximum | 2335 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 1006 |
|---|---|
| 5-th percentile | 1228.4 |
| Q1 | 1336 |
| median | 1468 |
| Q3 | 1646 |
| 95-th percentile | 1977 |
| Maximum | 2335 |
| Range | 1329 |
| Interquartile range (IQR) | 310 |
Descriptive statistics
| Standard deviation | 278.0932 |
|---|---|
| Coefficient of variation (CV) | 0.18097812 |
| Kurtosis | 0.14712589 |
| Mean | 1536.6122 |
| Median Absolute Deviation (MAD) | 144 |
| Skewness | 0.77393666 |
| Sum | 75294 |
| Variance | 77335.826 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 1468 | 3 | 6.0% |
| 1546 | 3 | 6.0% |
| 1235 | 3 | 6.0% |
| 1336 | 2 | 4.0% |
| 1462 | 2 | 4.0% |
| 1964 | 2 | 4.0% |
| 1369 | 2 | 4.0% |
| 1867 | 1 | 2.0% |
| 1534 | 1 | 2.0% |
| 1968 | 1 | 2.0% |
| Other values (29) | 29 |
| Value | Count | Frequency (%) |
| 1006 | 1 | 2.0% |
| 1200 | 1 | 2.0% |
| 1224 | 1 | 2.0% |
| 1235 | 3 | |
| 1253 | 1 | 2.0% |
| 1256 | 1 | 2.0% |
| 1265 | 1 | 2.0% |
| 1324 | 1 | 2.0% |
| 1326 | 1 | 2.0% |
| 1328 | 1 | 2.0% |
| Value | Count | Frequency (%) |
| 2335 | 1 | |
| 1988 | 1 | |
| 1979 | 1 | |
| 1974 | 1 | |
| 1968 | 1 | |
| 1964 | 2 | |
| 1943 | 1 | |
| 1895 | 1 | |
| 1867 | 1 | |
| 1846 | 1 |
May
Real number (ℝ)
HIGH CORRELATION
| Distinct | 48 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7416.6 |
| Minimum | 2548 |
|---|---|
| Maximum | 19465 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 2548 |
|---|---|
| 5-th percentile | 2955.5 |
| Q1 | 4629.25 |
| median | 7374 |
| Q3 | 9758.75 |
| 95-th percentile | 13034.15 |
| Maximum | 19465 |
| Range | 16917 |
| Interquartile range (IQR) | 5129.5 |
Descriptive statistics
| Standard deviation | 3579.1367 |
|---|---|
| Coefficient of variation (CV) | 0.48258457 |
| Kurtosis | 1.2266812 |
| Mean | 7416.6 |
| Median Absolute Deviation (MAD) | 2568 |
| Skewness | 0.92887665 |
| Sum | 370830 |
| Variance | 12810220 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 4759 | 2 | 4.0% |
| 3734 | 2 | 4.0% |
| 5837 | 1 | 2.0% |
| 3973 | 1 | 2.0% |
| 11384 | 1 | 2.0% |
| 5369 | 1 | 2.0% |
| 13076 | 1 | 2.0% |
| 9642 | 1 | 2.0% |
| 7445 | 1 | 2.0% |
| 9844 | 1 | 2.0% |
| Other values (38) | 38 |
| Value | Count | Frequency (%) |
| 2548 | 1 | |
| 2732 | 1 | |
| 2753 | 1 | |
| 3203 | 1 | |
| 3235 | 1 | |
| 3458 | 1 | |
| 3465 | 1 | |
| 3718 | 1 | |
| 3734 | 2 | |
| 3973 | 1 |
| Value | Count | Frequency (%) |
| 19465 | 1 | |
| 14932 | 1 | |
| 13076 | 1 | |
| 12983 | 1 | |
| 12394 | 1 | |
| 11394 | 1 | |
| 11384 | 1 | |
| 10378 | 1 | |
| 10347 | 1 | |
| 10333 | 1 |
June
Real number (ℝ)
| Distinct | 49 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15218.28 |
| Minimum | 10382 |
|---|---|
| Maximum | 20473 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 10382 |
|---|---|
| 5-th percentile | 10978.8 |
| Q1 | 12782.5 |
| median | 15143.5 |
| Q3 | 17807.5 |
| 95-th percentile | 19502.7 |
| Maximum | 20473 |
| Range | 10091 |
| Interquartile range (IQR) | 5025 |
Descriptive statistics
| Standard deviation | 3005.8097 |
|---|---|
| Coefficient of variation (CV) | 0.1975131 |
| Kurtosis | -1.3249459 |
| Mean | 15218.28 |
| Median Absolute Deviation (MAD) | 2451 |
| Skewness | 0.10406838 |
| Sum | 760914 |
| Variance | 9034892.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 19374 | 2 | 4.0% |
| 16252 | 1 | 2.0% |
| 16534 | 1 | 2.0% |
| 10923 | 1 | 2.0% |
| 13644 | 1 | 2.0% |
| 15392 | 1 | 2.0% |
| 17385 | 1 | 2.0% |
| 13567 | 1 | 2.0% |
| 15756 | 1 | 2.0% |
| 17894 | 1 | 2.0% |
| Other values (39) | 39 |
| Value | Count | Frequency (%) |
| 10382 | 1 | |
| 10500 | 1 | |
| 10923 | 1 | |
| 11047 | 1 | |
| 11193 | 1 | |
| 11273 | 1 | |
| 11283 | 1 | |
| 12122 | 1 | |
| 12232 | 1 | |
| 12320 | 1 |
| Value | Count | Frequency (%) |
| 20473 | 1 | |
| 19676 | 1 | |
| 19608 | 1 | |
| 19374 | 2 | |
| 19283 | 1 | |
| 19263 | 1 | |
| 19065 | 1 | |
| 18930 | 1 | |
| 18774 | 1 | |
| 18657 | 1 |
July
Real number (ℝ)
| Distinct | 45 |
|---|---|
| Distinct (%) | 90.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1602.86 |
| Minimum | 1002 |
|---|---|
| Maximum | 1987 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 1002 |
|---|---|
| 5-th percentile | 1161.4 |
| Q1 | 1375 |
| median | 1646 |
| Q3 | 1851.5 |
| 95-th percentile | 1980.3 |
| Maximum | 1987 |
| Range | 985 |
| Interquartile range (IQR) | 476.5 |
Descriptive statistics
| Standard deviation | 271.43181 |
|---|---|
| Coefficient of variation (CV) | 0.16934218 |
| Kurtosis | -0.74783226 |
| Mean | 1602.86 |
| Median Absolute Deviation (MAD) | 218 |
| Skewness | -0.32843696 |
| Sum | 80143 |
| Variance | 73675.225 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 1983 | 2 | 4.0% |
| 1543 | 2 | 4.0% |
| 1939 | 2 | 4.0% |
| 1356 | 2 | 4.0% |
| 1864 | 2 | 4.0% |
| 1847 | 1 | 2.0% |
| 1836 | 1 | 2.0% |
| 1378 | 1 | 2.0% |
| 1283 | 1 | 2.0% |
| 1876 | 1 | 2.0% |
| Other values (35) | 35 |
| Value | Count | Frequency (%) |
| 1002 | 1 | |
| 1003 | 1 | |
| 1093 | 1 | |
| 1245 | 1 | |
| 1266 | 1 | |
| 1283 | 1 | |
| 1326 | 1 | |
| 1329 | 1 | |
| 1345 | 1 | |
| 1355 | 1 |
| Value | Count | Frequency (%) |
| 1987 | 1 | |
| 1983 | 2 | |
| 1977 | 1 | |
| 1967 | 1 | |
| 1939 | 2 | |
| 1937 | 1 | |
| 1876 | 1 | |
| 1874 | 1 | |
| 1864 | 2 | |
| 1853 | 1 |
August
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 48 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 1 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5564.4694 |
| Minimum | 1827 |
|---|---|
| Maximum | 9765 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 1827 |
|---|---|
| 5-th percentile | 2332.4 |
| Q1 | 3478 |
| median | 4826 |
| Q3 | 7883 |
| 95-th percentile | 9660.2 |
| Maximum | 9765 |
| Range | 7938 |
| Interquartile range (IQR) | 4405 |
Descriptive statistics
| Standard deviation | 2548.4834 |
|---|---|
| Coefficient of variation (CV) | 0.45799217 |
| Kurtosis | -1.3332644 |
| Mean | 5564.4694 |
| Median Absolute Deviation (MAD) | 1981 |
| Skewness | 0.32570602 |
| Sum | 272659 |
| Variance | 6494767.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 2728 | 2 | 4.0% |
| 1827 | 1 | 2.0% |
| 5539 | 1 | 2.0% |
| 3874 | 1 | 2.0% |
| 2845 | 1 | 2.0% |
| 3246 | 1 | 2.0% |
| 9765 | 1 | 2.0% |
| 6346 | 1 | 2.0% |
| 3478 | 1 | 2.0% |
| 8567 | 1 | 2.0% |
| Other values (38) | 38 |
| Value | Count | Frequency (%) |
| 1827 | 1 | |
| 2284 | 1 | |
| 2324 | 1 | |
| 2345 | 1 | |
| 2565 | 1 | |
| 2728 | 2 | |
| 2732 | 1 | |
| 2845 | 1 | |
| 2849 | 1 | |
| 3246 | 1 |
| Value | Count | Frequency (%) |
| 9765 | 1 | |
| 9763 | 1 | |
| 9743 | 1 | |
| 9536 | 1 | |
| 9462 | 1 | |
| 9365 | 1 | |
| 8992 | 1 | |
| 8765 | 1 | |
| 8623 | 1 | |
| 8567 | 1 |
September
Real number (ℝ)
UNIQUE
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8035.06 |
| Minimum | 3346 |
|---|---|
| Maximum | 17955 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 3346 |
|---|---|
| 5-th percentile | 3605.25 |
| Q1 | 5625.25 |
| median | 7897 |
| Q3 | 9735.25 |
| 95-th percentile | 14292.2 |
| Maximum | 17955 |
| Range | 14609 |
| Interquartile range (IQR) | 4110 |
Descriptive statistics
| Standard deviation | 3154.2032 |
|---|---|
| Coefficient of variation (CV) | 0.39255503 |
| Kurtosis | 1.0800136 |
| Mean | 8035.06 |
| Median Absolute Deviation (MAD) | 2067.5 |
| Skewness | 0.82464836 |
| Sum | 401753 |
| Variance | 9948997.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10383 | 1 | 2.0% |
| 9876 | 1 | 2.0% |
| 7664 | 1 | 2.0% |
| 3652 | 1 | 2.0% |
| 4853 | 1 | 2.0% |
| 7840 | 1 | 2.0% |
| 9569 | 1 | 2.0% |
| 10044 | 1 | 2.0% |
| 9673 | 1 | 2.0% |
| 8675 | 1 | 2.0% |
| Other values (40) | 40 |
| Value | Count | Frequency (%) |
| 3346 | 1 | |
| 3456 | 1 | |
| 3567 | 1 | |
| 3652 | 1 | |
| 4028 | 1 | |
| 4567 | 1 | |
| 4729 | 1 | |
| 4754 | 1 | |
| 4828 | 1 | |
| 4842 | 1 |
| Value | Count | Frequency (%) |
| 17955 | 1 | |
| 15003 | 1 | |
| 14339 | 1 | |
| 14235 | 1 | |
| 11457 | 1 | |
| 10789 | 1 | |
| 10785 | 1 | |
| 10399 | 1 | |
| 10383 | 1 | |
| 10044 | 1 |
October
Real number (ℝ)
| Distinct | 49 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6803.14 |
| Minimum | 1345 |
|---|---|
| Maximum | 17443 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 1345 |
|---|---|
| 5-th percentile | 2450.4 |
| Q1 | 3384 |
| median | 6443 |
| Q3 | 8760.5 |
| 95-th percentile | 13200.5 |
| Maximum | 17443 |
| Range | 16098 |
| Interquartile range (IQR) | 5376.5 |
Descriptive statistics
| Standard deviation | 3749.9527 |
|---|---|
| Coefficient of variation (CV) | 0.55120911 |
| Kurtosis | 0.24064708 |
| Mean | 6803.14 |
| Median Absolute Deviation (MAD) | 3032 |
| Skewness | 0.72507136 |
| Sum | 340157 |
| Variance | 14062146 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 3246 | 2 | 4.0% |
| 9847 | 1 | 2.0% |
| 4763 | 1 | 2.0% |
| 8567 | 1 | 2.0% |
| 4678 | 1 | 2.0% |
| 9578 | 1 | 2.0% |
| 3357 | 1 | 2.0% |
| 6538 | 1 | 2.0% |
| 3258 | 1 | 2.0% |
| 6423 | 1 | 2.0% |
| Other values (39) | 39 |
| Value | Count | Frequency (%) |
| 1345 | 1 | |
| 1993 | 1 | |
| 2445 | 1 | |
| 2457 | 1 | |
| 2458 | 1 | |
| 2545 | 1 | |
| 2578 | 1 | |
| 2597 | 1 | |
| 2857 | 1 | |
| 3246 | 2 |
| Value | Count | Frequency (%) |
| 17443 | 1 | |
| 15734 | 1 | |
| 13466 | 1 | |
| 12876 | 1 | |
| 12664 | 1 | |
| 11266 | 1 | |
| 10433 | 1 | |
| 9847 | 1 | |
| 9646 | 1 | |
| 9644 | 1 |
November
Real number (ℝ)
HIGH CORRELATION
| Distinct | 48 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5644.28 |
| Minimum | 857 |
|---|---|
| Maximum | 9957 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 857 |
|---|---|
| 5-th percentile | 1584.35 |
| Q1 | 3282 |
| median | 5000 |
| Q3 | 8547 |
| 95-th percentile | 9767.05 |
| Maximum | 9957 |
| Range | 9100 |
| Interquartile range (IQR) | 5265 |
Descriptive statistics
| Standard deviation | 2797.3588 |
|---|---|
| Coefficient of variation (CV) | 0.49560951 |
| Kurtosis | -1.3446371 |
| Mean | 5644.28 |
| Median Absolute Deviation (MAD) | 2473.5 |
| Skewness | 0.073524967 |
| Sum | 282214 |
| Variance | 7825216.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 5347 | 2 | 4.0% |
| 4643 | 2 | 4.0% |
| 7345 | 1 | 2.0% |
| 8643 | 1 | 2.0% |
| 7647 | 1 | 2.0% |
| 2478 | 1 | 2.0% |
| 8575 | 1 | 2.0% |
| 4987 | 1 | 2.0% |
| 2322 | 1 | 2.0% |
| 1043 | 1 | 2.0% |
| Other values (38) | 38 |
| Value | Count | Frequency (%) |
| 857 | 1 | |
| 990 | 1 | |
| 1043 | 1 | |
| 2246 | 1 | |
| 2322 | 1 | |
| 2478 | 1 | |
| 2486 | 1 | |
| 2567 | 1 | |
| 2675 | 1 | |
| 2765 | 1 |
| Value | Count | Frequency (%) |
| 9957 | 1 | |
| 9867 | 1 | |
| 9835 | 1 | |
| 9684 | 1 | |
| 9577 | 1 | |
| 9547 | 1 | |
| 8946 | 1 | |
| 8857 | 1 | |
| 8764 | 1 | |
| 8746 | 1 |
December
Real number (ℝ)
| Distinct | 49 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7018.96 |
| Minimum | 2324 |
|---|---|
| Maximum | 20023 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 2324 |
|---|---|
| 5-th percentile | 2823.15 |
| Q1 | 4237.25 |
| median | 7225 |
| Q3 | 8675.25 |
| 95-th percentile | 11887.35 |
| Maximum | 20023 |
| Range | 17699 |
| Interquartile range (IQR) | 4438 |
Descriptive statistics
| Standard deviation | 3444.2377 |
|---|---|
| Coefficient of variation (CV) | 0.49070484 |
| Kurtosis | 3.2977345 |
| Mean | 7018.96 |
| Median Absolute Deviation (MAD) | 2140.5 |
| Skewness | 1.2901359 |
| Sum | 350948 |
| Variance | 11862773 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 3458 | 2 | 4.0% |
| 12903 | 1 | 2.0% |
| 5254 | 1 | 2.0% |
| 8476 | 1 | 2.0% |
| 9674 | 1 | 2.0% |
| 3478 | 1 | 2.0% |
| 5563 | 1 | 2.0% |
| 6532 | 1 | 2.0% |
| 7463 | 1 | 2.0% |
| 8673 | 1 | 2.0% |
| Other values (39) | 39 |
| Value | Count | Frequency (%) |
| 2324 | 1 | |
| 2346 | 1 | |
| 2397 | 1 | |
| 3344 | 1 | |
| 3427 | 1 | |
| 3456 | 1 | |
| 3457 | 1 | |
| 3458 | 2 | |
| 3463 | 1 | |
| 3465 | 1 |
| Value | Count | Frequency (%) |
| 20023 | 1 | |
| 15887 | 1 | |
| 12903 | 1 | |
| 10646 | 1 | |
| 9872 | 1 | |
| 9674 | 1 | |
| 9567 | 1 | |
| 9546 | 1 | |
| 9535 | 1 | |
| 8856 | 1 |
Total_sales
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 47 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 3 |
| Missing (%) | 6.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52726.511 |
| Minimum | 33363 |
|---|---|
| Maximum | 73931 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 532.0 B |
Quantile statistics
| Minimum | 33363 |
|---|---|
| 5-th percentile | 39812.5 |
| Q1 | 44669.5 |
| median | 52503 |
| Q3 | 60802.5 |
| 95-th percentile | 68766.7 |
| Maximum | 73931 |
| Range | 40568 |
| Interquartile range (IQR) | 16133 |
Descriptive statistics
| Standard deviation | 9650.8049 |
|---|---|
| Coefficient of variation (CV) | 0.18303515 |
| Kurtosis | -0.5942981 |
| Mean | 52726.511 |
| Median Absolute Deviation (MAD) | 8187 |
| Skewness | 0.26994979 |
| Sum | 2478146 |
| Variance | 93138035 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) |
| 48826 | 1 | 2.0% |
| 60156 | 1 | 2.0% |
| 52503 | 1 | 2.0% |
| 45023 | 1 | 2.0% |
| 41227 | 1 | 2.0% |
| 54688 | 1 | 2.0% |
| 42566 | 1 | 2.0% |
| 43036 | 1 | 2.0% |
| 52586 | 1 | 2.0% |
| 43634 | 1 | 2.0% |
| Other values (37) | 37 | |
| (Missing) | 3 | 6.0% |
| Value | Count | Frequency (%) |
| 33363 | 1 | |
| 36429 | 1 | |
| 39481 | 1 | |
| 40586 | 1 | |
| 41227 | 1 | |
| 41936 | 1 | |
| 42566 | 1 | |
| 43036 | 1 | |
| 43634 | 1 | |
| 44029 | 1 |
| Value | Count | Frequency (%) |
| 73931 | 1 | |
| 71627 | 1 | |
| 69598 | 1 | |
| 66827 | 1 | |
| 65765 | 1 | |
| 64114 | 1 | |
| 64111 | 1 | |
| 63728 | 1 | |
| 63502 | 1 | |
| 63295 | 1 |
| April | August | December | February | ID | January | July | June | Last,First | March | May | November | October | Price | Product Name | September | Total_sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| April | 1.000 | 0.086 | 0.162 | 0.122 | 0.177 | -0.142 | -0.061 | -0.094 | 0.000 | -0.182 | -0.114 | 0.058 | 0.044 | 0.000 | 0.000 | 0.141 | 0.015 |
| August | 0.086 | 1.000 | 0.058 | -0.012 | 0.172 | 0.134 | 0.015 | -0.050 | 0.000 | 0.020 | 0.395 | 0.218 | 0.050 | 0.195 | 0.188 | -0.214 | 0.591 |
| December | 0.162 | 0.058 | 1.000 | -0.088 | 0.021 | -0.002 | 0.090 | -0.208 | 0.000 | -0.212 | 0.026 | 0.126 | -0.259 | 0.000 | 0.000 | 0.189 | 0.252 |
| February | 0.122 | -0.012 | -0.088 | 1.000 | 0.115 | -0.078 | 0.410 | -0.004 | 0.000 | -0.089 | -0.002 | 0.207 | 0.060 | 0.166 | 0.170 | -0.049 | 0.239 |
| ID | 0.177 | 0.172 | 0.021 | 0.115 | 1.000 | 0.182 | -0.019 | 0.120 | 0.000 | 0.153 | -0.259 | 0.010 | -0.182 | 0.000 | 0.000 | 0.019 | -0.099 |
| January | -0.142 | 0.134 | -0.002 | -0.078 | 0.182 | 1.000 | -0.498 | 0.165 | 0.000 | 0.081 | 0.001 | 0.210 | -0.242 | 0.178 | 0.156 | -0.048 | 0.331 |
| July | -0.061 | 0.015 | 0.090 | 0.410 | -0.019 | -0.498 | 1.000 | -0.046 | 0.066 | -0.149 | 0.019 | -0.066 | 0.223 | 0.123 | 0.240 | 0.011 | 0.045 |
| June | -0.094 | -0.050 | -0.208 | -0.004 | 0.120 | 0.165 | -0.046 | 1.000 | 0.000 | 0.012 | -0.033 | -0.116 | 0.036 | 0.000 | 0.000 | 0.258 | -0.018 |
| Last,First | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.000 | 1.000 | -0.044 | 0.080 | -0.056 | -0.138 | 0.117 | 0.000 | 0.040 | 0.054 |
| March | -0.182 | 0.020 | -0.212 | -0.089 | 0.153 | 0.081 | -0.149 | 0.012 | -0.044 | 1.000 | -0.092 | 0.011 | -0.032 | 0.147 | 0.124 | 0.104 | 0.177 |
| May | -0.114 | 0.395 | 0.026 | -0.002 | -0.259 | 0.001 | 0.019 | -0.033 | 0.080 | -0.092 | 1.000 | 0.093 | 0.036 | 0.000 | 0.000 | 0.078 | 0.519 |
| November | 0.058 | 0.218 | 0.126 | 0.207 | 0.010 | 0.210 | -0.066 | -0.116 | -0.056 | 0.011 | 0.093 | 1.000 | -0.127 | 0.000 | 0.000 | -0.138 | 0.563 |
| October | 0.044 | 0.050 | -0.259 | 0.060 | -0.182 | -0.242 | 0.223 | 0.036 | -0.138 | -0.032 | 0.036 | -0.127 | 1.000 | 0.000 | 0.000 | -0.374 | 0.171 |
| Price | 0.000 | 0.195 | 0.000 | 0.166 | 0.000 | 0.178 | 0.123 | 0.000 | 0.117 | 0.147 | 0.000 | 0.000 | 0.000 | 1.000 | 0.989 | 0.173 | -0.056 |
| Product Name | 0.000 | 0.188 | 0.000 | 0.170 | 0.000 | 0.156 | 0.240 | 0.000 | 0.000 | 0.124 | 0.000 | 0.000 | 0.000 | 0.989 | 1.000 | -0.153 | 0.079 |
| September | 0.141 | -0.214 | 0.189 | -0.049 | 0.019 | -0.048 | 0.011 | 0.258 | 0.040 | 0.104 | 0.078 | -0.138 | -0.374 | 0.173 | -0.153 | 1.000 | -0.096 |
| Total_sales | 0.015 | 0.591 | 0.252 | 0.239 | -0.099 | 0.331 | 0.045 | -0.018 | 0.054 | 0.177 | 0.519 | 0.563 | 0.171 | -0.056 | 0.079 | -0.096 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| ID | Last,First | Product Name | Price | January | February | March | April | May | June | July | August | September | October | November | December | Total_sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Albertson, Kathy | Laptop | aed2000 | 3799 | 300 | 3400.0 | 1462.0 | 8492 | 16252 | 1847 | 1827.0 | 10383 | 9847 | 4949 | 12903 | 48826.0 |
| 1 | 2 | Allenson, Carol | Camera | aed3000 | 3899 | 5037 | 6589.0 | 1235.0 | 10333 | 15782 | 1987 | 2324.0 | 14339 | 1993 | 6736 | 20023 | 60156.0 |
| 2 | 3 | Altman, Zoey | Computer | aed3000 | 4300 | 10600 | 5389.0 | 1475.0 | 9787 | 10382 | 1329 | 3497.0 | 4828 | 6347 | 7746 | 2397 | 52867.0 |
| 3 | 4 | Bittiman, William | Mobile | aed1000 | 1600 | 3726 | 4986.0 | 1964.0 | 6482 | 11193 | 1793 | 6325.0 | 8722 | 8543 | 3257 | 9567 | 48243.0 |
| 4 | 5 | Brennan, Micheal | Calculator | aed500 | 8900 | 9639 | 3623.0 | 1369.0 | 9832 | 18930 | 1853 | 3496.0 | 8462 | 12664 | 8463 | 3456 | 63295.0 |
| 5 | 6 | Allenson, Carol | Laptop | aed2000 | 6000 | 1239 | 3247.0 | 1006.0 | 3203 | 16429 | 1374 | 2732.0 | 4842 | 5688 | 990 | 7884 | 33363.0 |
| 6 | 7 | Altman, Zoey | Camera | aed3000 | 7800 | 5490 | 5430.0 | 1614.0 | 8742 | 17349 | 1093 | 4598.0 | 8575 | 8524 | 4564 | 2346 | 50201.0 |
| 7 | 8 | David, Chloe | Computer | aed3000 | 9300 | 6281 | 2347.0 | 1964.0 | 7303 | 12937 | 1326 | 9743.0 | 8846 | 2578 | 8445 | 8655 | 57942.0 |
| 8 | 9 | Brennan, Micheal | Mobile | aed1000 | 4200 | 7531 | 8732.0 | 1646.0 | 8463 | 19374 | 1473 | 8623.0 | 5588 | 9646 | 9957 | 3457 | 63728.0 |
| 9 | 10 | Albertson, Kathy | Calculator | aed500 | 1700 | 9018 | 2937.0 | 1643.0 | 10378 | 11273 | 1939 | 2345.0 | 10399 | 5573 | 3558 | 8856 | 47947.0 |
| ID | Last,First | Product Name | Price | January | February | March | April | May | June | July | August | September | October | November | December | Total_sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 40 | 41 | Flores, Tia | Laptop | aed2000 | 5445 | 5479 | 3566.0 | 1546.0 | 4586 | 12654 | 1534 | 8461.0 | 14235 | 2857 | 9867 | 10646 | 53987.0 |
| 41 | 42 | Brennan, Micheal | Camera | aed3000 | 2563 | 4543 | 7564.0 | 1324.0 | 9674 | 12366 | 1645 | 3941.0 | 3346 | 8763 | 5435 | 4237 | 49689.0 |
| 42 | 43 | Jameson, Robinson | Computer | aed3000 | 8657 | 9878 | 4676.0 | 1235.0 | 4357 | 18657 | 1673 | 4653.0 | 9835 | 2545 | 6245 | 5377 | 49296.0 |
| 43 | 44 | Bittiman, William | Mobile | aed1000 | 6854 | 3435 | 9676.0 | 1546.0 | 6467 | 19676 | 1355 | 8564.0 | 7954 | 1345 | 7895 | 6476 | 53613.0 |
| 44 | 45 | Altman, Zoey | Calculator | aed500 | 4578 | 6799 | 9347.0 | NaN | 7645 | 13874 | 1676 | 5347.0 | 9756 | 10433 | 4643 | 4238 | NaN |
| 45 | 46 | Allenson, Carol | Laptop | aed2000 | 9674 | 7856 | 3578.0 | 1846.0 | 6456 | 17548 | 1543 | 7656.0 | 3567 | 8753 | 9835 | 8568 | 65765.0 |
| 46 | 47 | Albertson, Kathy | Camera | aed3000 | 2355 | 6856 | 3748.0 | 2335.0 | 3458 | 15087 | 1874 | 3563.0 | 7645 | 12876 | 5347 | 6987 | 49399.0 |
| 47 | 48 | David, Chloe | Computer | aed3000 | 8563 | 8533 | 9735.0 | 1867.0 | 7865 | 12987 | 1647 | 8765.0 | 6646 | 6463 | 8643 | 9546 | 71627.0 |
| 48 | 49 | Brennan, Micheal | Mobile | aed1000 | 6334 | 5365 | 2477.0 | 1968.0 | 3465 | 13987 | 1356 | 4353.0 | 7634 | 2597 | 7345 | 8769 | 44029.0 |
| 49 | 50 | Counts, Elizabeth | Calculator | aed500 | 8645 | 6785 | 9845.0 | 1224.0 | 7563 | 19608 | 1653 | NaN | 10789 | 3863 | 4867 | 7568 | NaN |